bart-abs-1409-1815-lr-3e-05-bs-4-maxep-6
This model is a fine-tuned version of sshleifer/distilbart-xsum-12-6 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 2.8275
- Rouge/rouge1: 0.3305
- Rouge/rouge2: 0.1305
- Rouge/rougel: 0.274
- Rouge/rougelsum: 0.2747
- Bertscore/bertscore-precision: 0.8996
- Bertscore/bertscore-recall: 0.8609
- Bertscore/bertscore-f1: 0.8797
- Meteor: 0.2167
- Gen Len: 22.3
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 3e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 6
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | Rouge/rouge1 | Rouge/rouge2 | Rouge/rougel | Rouge/rougelsum | Bertscore/bertscore-precision | Bertscore/bertscore-recall | Bertscore/bertscore-f1 | Meteor | Gen Len |
---|---|---|---|---|---|---|---|---|---|---|---|---|
4.3755 | 1.0 | 13 | 3.1954 | 0.2686 | 0.105 | 0.234 | 0.2332 | 0.892 | 0.8445 | 0.8675 | 0.1558 | 14.9 |
2.9381 | 2.0 | 26 | 2.8333 | 0.3263 | 0.177 | 0.2735 | 0.2724 | 0.9256 | 0.8588 | 0.8908 | 0.2038 | 16.5 |
2.1267 | 3.0 | 39 | 2.6556 | 0.2982 | 0.1563 | 0.2503 | 0.2501 | 0.9117 | 0.852 | 0.8807 | 0.1788 | 16.1 |
1.6397 | 4.0 | 52 | 2.6959 | 0.3599 | 0.1731 | 0.3065 | 0.3053 | 0.9095 | 0.8654 | 0.8867 | 0.2624 | 21.2 |
1.3337 | 5.0 | 65 | 2.7752 | 0.3542 | 0.1423 | 0.2993 | 0.2987 | 0.9082 | 0.8681 | 0.8876 | 0.2339 | 23.7 |
1.1196 | 6.0 | 78 | 2.8275 | 0.3305 | 0.1305 | 0.274 | 0.2747 | 0.8996 | 0.8609 | 0.8797 | 0.2167 | 22.3 |
Framework versions
- Transformers 4.44.0
- Pytorch 2.4.0
- Datasets 2.21.0
- Tokenizers 0.19.1
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Model tree for roequitz/bart-abs-1409-1815-lr-3e-05-bs-4-maxep-6
Base model
sshleifer/distilbart-xsum-12-6